We use a dip-net to catch our loose birds.
(It's a big net used to scoop salmon out of the river...)
He is probably safe, and will be out there in the morning clamoring to be let back in. I would maybe clip his wing so he can't get away so fast, or hurt you.
and you're not a bad mama...